Hartmut Hübner in a collaborative AI working session

AI strategy · Innovation · Business models · Decisions

Turning AI into working systems.

I help leadership teams use AI to make better decisions, develop new business models, and turn innovation into trusted systems for daily work - especially where sovereignty, accountability, and human judgement matter.

Hartmut Hübner, PhD · Fractional AI Leader

Open innovation in practice

From AI ambition to adoption through clear decisions, governed experiments, and recurring work.

Private knowledge made useful

Approved sources, permissions, provenance, and human review designed into useful AI systems.

AI tools from real needs

FlowBoard, AI skill teams, and project tools built because the work needed them.

Ask the AI Field Notes archive

The planned knowledge agent will draw on Notes, papers, projects, and talks while keeping sources and uncertainty visible.

Latest thinking

AI Field Notes

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A structured decision space with options, evidence, challenge, and human judgement

Strategy & Decisions

Better decisions with AI: widen the options, keep the judgement

AI can expand the range of strategic options, keep market models current, and challenge assumptions. The advantage does not come from delegating decisions, but from designing a better decision process.

23 August 2026Read
Participants at the AI Café in Schaan on 20 August 2026

AI & Innovation

What the AI Café revealed about AI in recruitment and compliance

At the AI Café in Schaan, people from HR, legal, compliance, and fiduciary services examined two working systems: RheinTalent and controlled AI workflows for compliance. In both cases, AI prepares the work and people make the decisions.

23 August 2026Read
Cover of the AI in Compliance 2026 whitepaper

AI & Innovation

AI in compliance: from manual bottleneck to controlled workflow

The AI Compliance Survey 2026 shows where valuable specialist time is tied up in research, document retrieval, and reporting. The new whitepaper explains how that work can become a bounded and reviewable AI workflow.

23 August 2026Read

Useful AI starts with real work.

Bring a concrete question, paper, workflow, or team challenge. We can turn it into a practical next step.

Contact Hartmut